report

Dataset statistics

Number of variables	20
Number of observations	28200
Missing cells	22614
Missing cells (%)	4.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.1 MiB
Average record size in memory	262.7 B

Variable types

Numeric	18
Categorical	2

Alerts

`area_temperature(°C)` is highly overall correlated with `generator_temperature(°C)` and 1 other fields	High correlation
`engine_temperature(°C)` is highly overall correlated with `windmill_generated_power(kW/h)`	High correlation
`generator_temperature(°C)` is highly overall correlated with `area_temperature(°C)` and 5 other fields	High correlation
`motor_torque(N-m)` is highly overall correlated with `area_temperature(°C)` and 5 other fields	High correlation
`resistance(ohm)` is highly overall correlated with `generator_temperature(°C)` and 2 other fields	High correlation
`rotor_torque(N-m)` is highly overall correlated with `generator_temperature(°C)` and 2 other fields	High correlation
`wind_speed(m/s)` is highly overall correlated with `generator_temperature(°C)` and 1 other fields	High correlation
`windmill_generated_power(kW/h)` is highly overall correlated with `engine_temperature(°C)` and 2 other fields	High correlation
`atmospheric_temperature(°C)` has 3450 (12.2%) missing values	Missing
`atmospheric_pressure(Pascal)` has 2707 (9.6%) missing values	Missing
`windmill_body_temperature(°C)` has 2363 (8.4%) missing values	Missing
`wind_direction(°)` has 5103 (18.1%) missing values	Missing
`rotor_torque(N-m)` has 572 (2.0%) missing values	Missing
`turbine_status` has 1759 (6.2%) missing values	Missing
`blade_length(m)` has 5093 (18.1%) missing values	Missing
`windmill_height(m)` has 543 (1.9%) missing values	Missing
`blade_breadth(m)` has unique values	Unique

Reproduction

Analysis started	2024-02-20 23:42:13.278130
Analysis finished	2024-02-20 23:43:58.864117
Duration	1 minute and 45.59 seconds
Software version	ydata-profiling vv4.6.4
Download configuration	config.json

wind_speed(m/s)
Real number (ℝ)

HIGH CORRELATION

Distinct	27727
Distinct (%)	99.3%
Missing	273
Missing (%)	1.0%
Infinite	0
Infinite (%)	0.0%
Mean	69.037071

Minimum	-496.21103
Maximum	601.45567
Zeros	0
Zeros (%)	0.0%
Negative	2142
Negative (%)	7.6%
Memory size	220.4 KiB

Quantile statistics

Minimum	-496.21103
5-th percentile	-65.754867
Q1	20.883502
median	93.302129
Q3	95.268058
95-th percentile	212.07453
Maximum	601.45567
Range	1097.6667
Interquartile range (IQR)	74.384556

Descriptive statistics

Standard deviation	76.275645
Coefficient of variation (CV)	1.1048505
Kurtosis	4.1125999
Mean	69.037071
Median Absolute Deviation (MAD)	3.5521794
Skewness	-0.060477165
Sum	1927998.3
Variance	5817.974
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	193	0.7%
81.81818182	9	< 0.1%
94.82002337	1	< 0.1%
243.9489463	1	< 0.1%
-25.00411662	1	< 0.1%
91.43088188	1	< 0.1%
14.46138604	1	< 0.1%
21.30176724	1	< 0.1%
94.43363262	1	< 0.1%
10.70767818	1	< 0.1%
Other values (27717)	27717	98.3%
(Missing)	273	1.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-496.2110289	1	< 0.1%
-402.6087362	1	< 0.1%
-391.2085304	1	< 0.1%
-354.0064613	1	< 0.1%
-330.5831315	1	< 0.1%
-329.4538495	1	< 0.1%
-328.4165588	1	< 0.1%
-323.4304627	1	< 0.1%
-321.4299907	1	< 0.1%
-318.0810938	1	< 0.1%

Value	Count	Frequency (%)
601.4556704	1	< 0.1%
513.078624	1	< 0.1%
498.8775284	1	< 0.1%
488.0959645	1	< 0.1%
484.6564629	1	< 0.1%
481.8032152	1	< 0.1%
480.2610467	1	< 0.1%
479.5756112	1	< 0.1%
479.2811084	1	< 0.1%
473.7379151	1	< 0.1%

atmospheric_temperature(°C)
Real number (ℝ)

MISSING

Distinct	20809
Distinct (%)	84.1%
Missing	3450
Missing (%)	12.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.38372707

Minimum	-99
Maximum	80.217444
Zeros	0
Zeros (%)	0.0%
Negative	4199
Negative (%)	14.9%
Memory size	220.4 KiB

Quantile statistics

Minimum	-99
5-th percentile	-99
Q1	7.9489001
median	16.10241
Q3	23.687285
95-th percentile	35.771145
Maximum	80.217444
Range	179.21744
Interquartile range (IQR)	15.738385

Descriptive statistics

Standard deviation	44.278534
Coefficient of variation (CV)	115.3907
Kurtosis	1.1376025
Mean	0.38372707
Median Absolute Deviation (MAD)	7.8561585
Skewness	-1.6748952
Sum	9497.245
Variance	1960.5885
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-99	3942	14.0%
20.35047022	1	< 0.1%
29.53471562	1	< 0.1%
12.8364429	1	< 0.1%
33.88303923	1	< 0.1%
13.18569888	1	< 0.1%
21.7014444	1	< 0.1%
4.693476334	1	< 0.1%
-8.583088807	1	< 0.1%
11.79135651	1	< 0.1%
Other values (20799)	20799	73.8%
(Missing)	3450	12.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-99	3942	14.0%
-53.79581308	1	< 0.1%
-33.11377025	1	< 0.1%
-28.44556748	1	< 0.1%
-27.48416876	1	< 0.1%
-26.62347465	1	< 0.1%
-26.22129642	1	< 0.1%
-25.91006798	1	< 0.1%
-25.8286267	1	< 0.1%
-24.84069673	1	< 0.1%

Value	Count	Frequency (%)
80.21744352	1	< 0.1%
76.90265697	1	< 0.1%
74.76536332	1	< 0.1%
72.44945085	1	< 0.1%
72.1202695	1	< 0.1%
72.0326493	1	< 0.1%
69.63372796	1	< 0.1%
69.31933899	1	< 0.1%
68.94892575	1	< 0.1%
68.78096735	1	< 0.1%

shaft_temperature(°C)
Real number (ℝ)

Distinct	27625
Distinct (%)	98.0%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	40.085387

Minimum	-99
Maximum	169.82046
Zeros	0
Zeros (%)	0.0%
Negative	1417
Negative (%)	5.0%
Memory size	220.4 KiB

Quantile statistics

Minimum	-99
5-th percentile	-0.16215364
Q1	41.633238
median	43.686082
Q3	45.673685
95-th percentile	77.860796
Maximum	169.82046
Range	268.82046
Interquartile range (IQR)	4.0404478

Descriptive statistics

Standard deviation	27.20443
Coefficient of variation (CV)	0.67866202
Kurtosis	12.246622
Mean	40.085387
Median Absolute Deviation (MAD)	2.0197266
Skewness	-2.5251683
Sum	1130327.7
Variance	740.08099
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-99	557	2.0%
30	10	< 0.1%
-5	9	< 0.1%
42.62213449	1	< 0.1%
42.0019404	1	< 0.1%
42.70678089	1	< 0.1%
79.39202925	1	< 0.1%
42.68878809	1	< 0.1%
46.50431983	1	< 0.1%
41.67928037	1	< 0.1%
Other values (27615)	27615	97.9%
(Missing)	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-99	557	2.0%
-93.08623556	1	< 0.1%
-76.26809109	1	< 0.1%
-75.8702313	1	< 0.1%
-73.71328469	1	< 0.1%
-69.17141482	1	< 0.1%
-67.18625304	1	< 0.1%
-65.82069531	1	< 0.1%
-65.03887445	1	< 0.1%
-64.17271023	1	< 0.1%

Value	Count	Frequency (%)
169.8204551	1	< 0.1%
166.4406054	1	< 0.1%
155.3044514	1	< 0.1%
151.0166952	1	< 0.1%
149.6911781	1	< 0.1%
144.2345366	1	< 0.1%
143.4832318	1	< 0.1%
142.8318294	1	< 0.1%
142.423809	1	< 0.1%
139.3736624	1	< 0.1%

blades_angle(°)
Real number (ℝ)

Distinct	22830
Distinct (%)	81.6%
Missing	216
Missing (%)	0.8%
Infinite	0
Infinite (%)	0.0%
Mean	-9.654038

Minimum	-146.25954
Maximum	165.93212
Zeros	5
Zeros (%)	< 0.1%
Negative	15475
Negative (%)	54.9%
Memory size	220.4 KiB

Quantile statistics

Minimum	-146.25954
5-th percentile	-99
Q1	-1.1976516
median	-0.4956079
Q3	5.4950305
95-th percentile	65.984351
Maximum	165.93212
Range	312.19167
Interquartile range (IQR)	6.6926821

Descriptive statistics

Standard deviation	47.918161
Coefficient of variation (CV)	-4.9635356
Kurtosis	0.29879648
Mean	-9.654038
Median Absolute Deviation (MAD)	2.3880847
Skewness	-0.65212219
Sum	-270158.6
Variance	2296.1502
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-99	5151	18.3%
0	5	< 0.1%
-0.903422903	1	< 0.1%
-1.159744995	1	< 0.1%
-0.8612459837	1	< 0.1%
-0.812420201	1	< 0.1%
5.987817458	1	< 0.1%
-0.9160369329	1	< 0.1%
-1.255432792	1	< 0.1%
0.7511123508	1	< 0.1%
Other values (22820)	22820	80.9%
(Missing)	216	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-146.2595427	1	< 0.1%
-137.6590444	1	< 0.1%
-99	5151	18.3%
-74.7897359	1	< 0.1%
-74.70826034	1	< 0.1%
-74.40534109	1	< 0.1%
-74.38049552	1	< 0.1%
-74.34272372	1	< 0.1%
-74.31146917	1	< 0.1%
-74.28881705	1	< 0.1%

Value	Count	Frequency (%)
165.9321232	1	< 0.1%
165.1693672	1	< 0.1%
164.5191854	1	< 0.1%
162.2045128	1	< 0.1%
161.7178401	1	< 0.1%
160.9599566	1	< 0.1%
157.5835564	1	< 0.1%
147.8461528	1	< 0.1%
143.1674451	1	< 0.1%
141.8923603	1	< 0.1%

gearbox_temperature(°C)
Real number (ℝ)

Distinct	27911
Distinct (%)	99.0%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	41.027755

Minimum	-244.9741
Maximum	999
Zeros	0
Zeros (%)	0.0%
Negative	3091
Negative (%)	11.0%
Memory size	220.4 KiB

Quantile statistics

Minimum	-244.9741
5-th percentile	-40.966971
Q1	40.557952
median	43.221735
Q3	45.879425
95-th percentile	117.70774
Maximum	999
Range	1243.9741
Interquartile range (IQR)	5.3214729

Descriptive statistics

Standard deviation	43.663605
Coefficient of variation (CV)	1.0642455
Kurtosis	28.451158
Mean	41.027755
Median Absolute Deviation (MAD)	2.6618899
Skewness	0.88684644
Sum	1156941.7
Variance	1906.5104
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-99	272	1.0%
-5	9	< 0.1%
30	8	< 0.1%
999	3	< 0.1%
82.41057319	1	< 0.1%
-22.6128015	1	< 0.1%
37.64600065	1	< 0.1%
39.78995166	1	< 0.1%
-63.921877	1	< 0.1%
46.46167943	1	< 0.1%
Other values (27901)	27901	98.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-244.9740978	1	< 0.1%
-201.165465	1	< 0.1%
-194.6379341	1	< 0.1%
-189.42395	1	< 0.1%
-188.7634726	1	< 0.1%
-188.4827225	1	< 0.1%
-186.8965665	1	< 0.1%
-186.0517657	1	< 0.1%
-184.3831767	1	< 0.1%
-179.1822148	1	< 0.1%

Value	Count	Frequency (%)
999	3	< 0.1%
348.6865421	1	< 0.1%
286.0193338	1	< 0.1%
276.2525336	1	< 0.1%
274.3128291	1	< 0.1%
273.2017549	1	< 0.1%
272.8810447	1	< 0.1%
272.2557484	1	< 0.1%
271.166443	1	< 0.1%
271.0102641	1	< 0.1%

engine_temperature(°C)
Real number (ℝ)

HIGH CORRELATION

Distinct	28188
Distinct (%)	100.0%
Missing	12
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	42.614239

Minimum	3.167151
Maximum	50
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	220.4 KiB

Quantile statistics

Minimum	3.167151
5-th percentile	39.067651
Q1	41.911365
median	43.525297
Q3	45.174246
95-th percentile	47.683844
Maximum	50
Range	46.832849
Interquartile range (IQR)	3.262881

Descriptive statistics

Standard deviation	6.1245458
Coefficient of variation (CV)	0.14372064
Kurtosis	16.766418
Mean	42.614239
Median Absolute Deviation (MAD)	1.6302601
Skewness	-3.9447756
Sum	1201210.2
Variance	37.510061
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42.52301542	1	< 0.1%
41.02053202	1	< 0.1%
42.34510499	1	< 0.1%
46.32425584	1	< 0.1%
42.42983123	1	< 0.1%
37.45495648	1	< 0.1%
42.31486268	1	< 0.1%
12.92453988	1	< 0.1%
41.39597642	1	< 0.1%
47.75526563	1	< 0.1%
Other values (28178)	28178	99.9%
(Missing)	12	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.167151021	1	< 0.1%
3.282993896	1	< 0.1%
3.472512809	1	< 0.1%
3.537431034	1	< 0.1%
3.568055439	1	< 0.1%
3.778911285	1	< 0.1%
3.791511509	1	< 0.1%
4.105050044	1	< 0.1%
4.138098316	1	< 0.1%
4.203234849	1	< 0.1%

Value	Count	Frequency (%)
50	1	< 0.1%
49.94570021	1	< 0.1%
49.84429924	1	< 0.1%
49.83606572	1	< 0.1%
49.82679657	1	< 0.1%
49.81755142	1	< 0.1%
49.81581512	1	< 0.1%
49.81247126	1	< 0.1%
49.74144995	1	< 0.1%
49.73921689	1	< 0.1%

motor_torque(N-m)
Real number (ℝ)

HIGH CORRELATION

Distinct	27660
Distinct (%)	98.2%
Missing	24
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1710.8198

Minimum	500
Maximum	3000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	220.4 KiB

Quantile statistics

Minimum	500
5-th percentile	617.55414
Q1	870.34024
median	2031.8495
Q3	2462.5857
95-th percentile	2886.183
Maximum	3000
Range	2500
Interquartile range (IQR)	1592.2455

Descriptive statistics

Standard deviation	827.20554
Coefficient of variation (CV)	0.48351412
Kurtosis	-1.6129816
Mean	1710.8198
Median Absolute Deviation (MAD)	843.23152
Skewness	0.034257515
Sum	48204059
Variance	684269
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
500	306	1.1%
1001	212	0.8%
2563.124522	1	< 0.1%
2171.537665	1	< 0.1%
949.2438815	1	< 0.1%
2188.531276	1	< 0.1%
2136.936132	1	< 0.1%
780.2016844	1	< 0.1%
828.0163288	1	< 0.1%
1932.48774	1	< 0.1%
Other values (27650)	27650	98.0%
(Missing)	24	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
500	306	1.1%
500.0908101	1	< 0.1%
500.10939	1	< 0.1%
500.1236527	1	< 0.1%
500.1259891	1	< 0.1%
500.1324533	1	< 0.1%
500.1547937	1	< 0.1%
500.1640179	1	< 0.1%
500.175744	1	< 0.1%
500.1823596	1	< 0.1%

Value	Count	Frequency (%)
3000	1	< 0.1%
2992.737332	1	< 0.1%
2992.384328	1	< 0.1%
2990.538307	1	< 0.1%
2989.188415	1	< 0.1%
2987.745846	1	< 0.1%
2987.727252	1	< 0.1%
2987.58897	1	< 0.1%
2987.126798	1	< 0.1%
2985.664017	1	< 0.1%

generator_temperature(°C)
Real number (ℝ)

HIGH CORRELATION

Distinct	28187
Distinct (%)	> 99.9%
Missing	12
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	65.027857

Minimum	33.893779
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	220.4 KiB

Quantile statistics

Minimum	33.893779
5-th percentile	37.40262
Q1	41.198509
median	70.729533
Q3	78.945849
95-th percentile	93.918057
Maximum	100
Range	66.106221
Interquartile range (IQR)	37.747339

Descriptive statistics

Standard deviation	19.816499
Coefficient of variation (CV)	0.30473862
Kurtosis	-1.3699911
Mean	65.027857
Median Absolute Deviation (MAD)	17.263401
Skewness	-0.1908094
Sum	1833005.2
Variance	392.69365
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	2	< 0.1%
76.66555995	1	< 0.1%
75.73951279	1	< 0.1%
72.73509868	1	< 0.1%
38.03858464	1	< 0.1%
45.12072279	1	< 0.1%
66.83550214	1	< 0.1%
36.28181015	1	< 0.1%
69.88468343	1	< 0.1%
39.17167508	1	< 0.1%
Other values (28177)	28177	99.9%
(Missing)	12	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
33.89377879	1	< 0.1%
33.92289925	1	< 0.1%
33.92494355	1	< 0.1%
33.92795489	1	< 0.1%
33.93688909	1	< 0.1%
33.9462632	1	< 0.1%
33.95281803	1	< 0.1%
33.95961	1	< 0.1%
34.00620617	1	< 0.1%
34.01213645	1	< 0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
99.73494076	1	< 0.1%
99.52080602	1	< 0.1%
99.51450453	1	< 0.1%
99.33659699	1	< 0.1%
99.22236155	1	< 0.1%
99.17120051	1	< 0.1%
99.10044506	1	< 0.1%
99.05374751	1	< 0.1%
99.02963663	1	< 0.1%

atmospheric_pressure(Pascal)
Real number (ℝ)

MISSING

Distinct	25492
Distinct (%)	> 99.9%
Missing	2707
Missing (%)	9.6%
Infinite	0
Infinite (%)	0.0%
Mean	53185.065

Minimum	-1188624.1
Maximum	1272551.9
Zeros	0
Zeros (%)	0.0%
Negative	3282
Negative (%)	11.6%
Memory size	220.4 KiB

Quantile statistics

Minimum	-1188624.1
5-th percentile	-291773.96
Q1	16794.921
median	18191.126
Q3	118113.29
95-th percentile	396465.3
Maximum	1272551.9
Range	2461176
Interquartile range (IQR)	101318.37

Descriptive statistics

Standard deviation	187503.62
Coefficient of variation (CV)	3.5254938
Kurtosis	4.4798775
Mean	53185.065
Median Absolute Deviation (MAD)	89036.049
Skewness	0.056670932
Sum	1.3558469 × 10⁹
Variance	3.5157606 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15000	2	< 0.1%
103402.9619	1	< 0.1%
-15201.82889	1	< 0.1%
17801.9587	1	< 0.1%
18598.22275	1	< 0.1%
17661.34085	1	< 0.1%
17715.11794	1	< 0.1%
114294.7062	1	< 0.1%
16924.00384	1	< 0.1%
421233.6353	1	< 0.1%
Other values (25482)	25482	90.4%
(Missing)	2707	9.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1188624.131	1	< 0.1%
-1021641.599	1	< 0.1%
-1019257.164	1	< 0.1%
-1010616.308	1	< 0.1%
-1010037.08	1	< 0.1%
-962090.5599	1	< 0.1%
-952409.5623	1	< 0.1%
-925996.2062	1	< 0.1%
-916586.0077	1	< 0.1%
-914153.8817	1	< 0.1%

Value	Count	Frequency (%)
1272551.895	1	< 0.1%
1265097.692	1	< 0.1%
1205423.99	1	< 0.1%
1187983.533	1	< 0.1%
1182842.732	1	< 0.1%
1135375.716	1	< 0.1%
1123587.911	1	< 0.1%
1114198.172	1	< 0.1%
1105042.399	1	< 0.1%
1093598.165	1	< 0.1%

area_temperature(°C)
Real number (ℝ)

HIGH CORRELATION

Distinct	28170
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.735091

Minimum	-30
Maximum	55
Zeros	0
Zeros (%)	0.0%
Negative	39
Negative (%)	0.1%
Memory size	220.4 KiB

Quantile statistics

Minimum	-30
5-th percentile	21.534225
Q1	27.311644
median	32.605195
Q3	38.232387
95-th percentile	45.08603
Maximum	55
Range	85
Interquartile range (IQR)	10.920743

Descriptive statistics

Standard deviation	7.703391
Coefficient of variation (CV)	0.23532517
Kurtosis	4.4365145
Mean	32.735091
Median Absolute Deviation (MAD)	5.4491181
Skewness	-0.62542431
Sum	923129.57
Variance	59.342232
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-30	31	0.1%
24.43302079	1	< 0.1%
23.98480247	1	< 0.1%
29.45312356	1	< 0.1%
33.3997364	1	< 0.1%
18.00533959	1	< 0.1%
37.35759271	1	< 0.1%
28.04335934	1	< 0.1%
29.6311022	1	< 0.1%
37.4966505	1	< 0.1%
Other values (28160)	28160	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-30	31	0.1%
-24.96294909	1	< 0.1%
-20.77581285	1	< 0.1%
-16.11030544	1	< 0.1%
-7.473661188	1	< 0.1%
-6.858997714	1	< 0.1%
-3.754995435	1	< 0.1%
-0.5795874579	1	< 0.1%
-0.4258384779	1	< 0.1%
0.4197413128	1	< 0.1%

Value	Count	Frequency (%)
55	1	< 0.1%
54.85312721	1	< 0.1%
54.70928563	1	< 0.1%
54.10713965	1	< 0.1%
53.90802656	1	< 0.1%
53.64172732	1	< 0.1%
53.27180696	1	< 0.1%
53.23789796	1	< 0.1%
53.16332252	1	< 0.1%
53.12329824	1	< 0.1%

windmill_body_temperature(°C)
Real number (ℝ)

MISSING

Distinct	21893
Distinct (%)	84.7%
Missing	2363
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	20.799761

Minimum	-999
Maximum	323
Zeros	0
Zeros (%)	0.0%
Negative	4662
Negative (%)	16.5%
Memory size	220.4 KiB

Quantile statistics

Minimum	-999
5-th percentile	-99
Q1	40.448386
median	42.786832
Q3	44.494543
95-th percentile	48.457194
Maximum	323
Range	1322
Interquartile range (IQR)	4.0461574

Descriptive statistics

Standard deviation	54.356431
Coefficient of variation (CV)	2.61332
Kurtosis	15.197601
Mean	20.799761
Median Absolute Deviation (MAD)	1.9054312
Skewness	-2.2368322
Sum	537403.41
Variance	2954.6216
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-99	3926	13.9%
30	12	< 0.1%
-5	7	< 0.1%
-999	3	< 0.1%
43.63291406	1	< 0.1%
44.52033035	1	< 0.1%
44.14973697	1	< 0.1%
42.77546037	1	< 0.1%
42.51396958	1	< 0.1%
43.28569967	1	< 0.1%
Other values (21883)	21883	77.6%
(Missing)	2363	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-999	3	< 0.1%
-100.2688756	1	< 0.1%
-99	3926	13.9%
-72.26550484	1	< 0.1%
-70.80879441	1	< 0.1%
-68.95221428	1	< 0.1%
-67.83613011	1	< 0.1%
-67.63420811	1	< 0.1%
-67.54871309	1	< 0.1%
-64.73431588	1	< 0.1%

Value	Count	Frequency (%)
323	1	< 0.1%
160.293271	1	< 0.1%
158.2237161	1	< 0.1%
152.606752	1	< 0.1%
151.4673752	1	< 0.1%
151.1724419	1	< 0.1%
145.1459787	1	< 0.1%
143.0183029	1	< 0.1%
142.1149662	1	< 0.1%
141.0579566	1	< 0.1%

wind_direction(°)
Real number (ℝ)

MISSING

Distinct	22984
Distinct (%)	99.5%
Missing	5103
Missing (%)	18.1%
Infinite	0
Infinite (%)	0.0%
Mean	306.88888

Minimum	0
Maximum	569.96648
Zeros	114
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	220.4 KiB

Quantile statistics

Minimum	0
5-th percentile	54.310545
Q1	238.62775
median	271.42766
Q3	404.15352
95-th percentile	532.60998
Maximum	569.96648
Range	569.96648
Interquartile range (IQR)	165.52576

Descriptive statistics

Standard deviation	134.0559
Coefficient of variation (CV)	0.43682228
Kurtosis	-0.3182066
Mean	306.88888
Median Absolute Deviation (MAD)	47.438042
Skewness	0.17194161
Sum	7088212.5
Variance	17970.984
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	114	0.4%
239.8363875	1	< 0.1%
213.9976236	1	< 0.1%
228.2772607	1	< 0.1%
495.3509272	1	< 0.1%
258.2104271	1	< 0.1%
270.0170937	1	< 0.1%
113.2576612	1	< 0.1%
203.9612437	1	< 0.1%
245.4759826	1	< 0.1%
Other values (22974)	22974	81.5%
(Missing)	5103	18.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	114	0.4%
0.782832502	1	< 0.1%
0.9111314705	1	< 0.1%
1.723958823	1	< 0.1%
1.794628479	1	< 0.1%
1.805685491	1	< 0.1%
1.946548582	1	< 0.1%
2.056508582	1	< 0.1%
2.140629227	1	< 0.1%
2.147377189	1	< 0.1%

Value	Count	Frequency (%)
569.9664788	1	< 0.1%
569.879236	1	< 0.1%
569.8682998	1	< 0.1%
569.2928645	1	< 0.1%
568.8889251	1	< 0.1%
568.8654776	1	< 0.1%
568.5048979	1	< 0.1%
568.2804165	1	< 0.1%
567.1502374	1	< 0.1%
567.0560563	1	< 0.1%

resistance(ohm)
Real number (ℝ)

HIGH CORRELATION

Distinct	27365
Distinct (%)	97.0%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1575.56

Minimum	-1005.223
Maximum	4693.4819
Zeros	0
Zeros (%)	0.0%
Negative	616
Negative (%)	2.2%
Memory size	220.4 KiB

Quantile statistics

Minimum	-1005.223
5-th percentile	750.35341
Q1	1268.134
median	1678.2384
Q3	1829.054
95-th percentile	1991.9221
Maximum	4693.4819
Range	5698.7049
Interquartile range (IQR)	560.91996

Descriptive statistics

Standard deviation	483.32639
Coefficient of variation (CV)	0.30676483
Kurtosis	3.738643
Mean	1575.56
Median Absolute Deviation (MAD)	257.00856
Skewness	-0.69780865
Sum	44429217
Variance	233604.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-99	558	2.0%
1172.554732	198	0.7%
1672.554732	81	0.3%
2730.310605	1	< 0.1%
1428.816911	1	< 0.1%
1664.919873	1	< 0.1%
1975.543655	1	< 0.1%
1207.060625	1	< 0.1%
1194.209601	1	< 0.1%
1659.024053	1	< 0.1%
Other values (27355)	27355	97.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1005.222988	1	< 0.1%
-825.1568182	1	< 0.1%
-821.5949749	1	< 0.1%
-814.490238	1	< 0.1%
-781.6710998	1	< 0.1%
-763.2128689	1	< 0.1%
-717.9608487	1	< 0.1%
-630.7596794	1	< 0.1%
-630.1418401	1	< 0.1%
-565.8903901	1	< 0.1%

Value	Count	Frequency (%)
4693.481933	1	< 0.1%
4389.365064	1	< 0.1%
4327.117453	1	< 0.1%
4304.525934	1	< 0.1%
4295.63407	1	< 0.1%
4187.014584	1	< 0.1%
4150.267159	1	< 0.1%
4131.615761	1	< 0.1%
4120.669249	1	< 0.1%
4050.29201	1	< 0.1%

rotor_torque(N-m)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	25945
Distinct (%)	93.9%
Missing	572
Missing (%)	2.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.849894

Minimum	-136.73222
Maximum	236.88326
Zeros	0
Zeros (%)	0.0%
Negative	2437
Negative (%)	8.6%
Memory size	220.4 KiB

Quantile statistics

Minimum	-136.73222
5-th percentile	-34.515171
Q1	13.722808
median	32.977192
Q3	41.55052
95-th percentile	75.514151
Maximum	236.88326
Range	373.61548
Interquartile range (IQR)	27.827712

Descriptive statistics

Standard deviation	32.423943
Coefficient of variation (CV)	1.2543163
Kurtosis	5.1901709
Mean	25.849894
Median Absolute Deviation (MAD)	13.618639
Skewness	-1.0309474
Sum	714180.87
Variance	1051.3121
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-99	571	2.0%
20	334	1.2%
21.14181606	317	1.1%
5	242	0.9%
5.570908032	224	0.8%
82.93435231	1	< 0.1%
92.9299745	1	< 0.1%
14.3711293	1	< 0.1%
19.14698767	1	< 0.1%
18.02222967	1	< 0.1%
Other values (25935)	25935	92.0%
(Missing)	572	2.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-136.7322169	1	< 0.1%
-134.9030992	1	< 0.1%
-134.3422591	1	< 0.1%
-130.7785732	1	< 0.1%
-129.9126308	1	< 0.1%
-127.2231993	1	< 0.1%
-124.5070282	1	< 0.1%
-120.9118882	1	< 0.1%
-120.6007984	1	< 0.1%
-119.2104264	1	< 0.1%

Value	Count	Frequency (%)
236.8832642	1	< 0.1%
208.3201757	1	< 0.1%
192.6257984	1	< 0.1%
189.1117899	1	< 0.1%
187.1577121	1	< 0.1%
184.6939501	1	< 0.1%
176.5325279	1	< 0.1%
175.9005218	1	< 0.1%
174.5837645	1	< 0.1%
174.2877434	1	< 0.1%

turbine_status
Categorical

MISSING

Distinct	14
Distinct (%)	0.1%
Missing	1759
Missing (%)	6.2%
Memory size	1.6 MiB

BB	1946
AAA	1939
BCB	1933
B2	1931
A	1930
Other values (9)	16762

Length

Max length	3
Median length	2
Mean length	2.0690594
Min length	1

Characters and Unicode

Total characters	54708
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	BA
2nd row	A2
3rd row	ABC
4th row	ABC
5th row	AAA

Common Values

Value	Count	Frequency (%)
BB	1946	6.9%
AAA	1939	6.9%
BCB	1933	6.9%
B2	1931	6.8%
A	1930	6.8%
D	1922	6.8%
B	1882	6.7%
AB	1868	6.6%
ABC	1867	6.6%
A2	1855	6.6%
Other values (4)	7368	26.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
bb	1946	7.4%
aaa	1939	7.3%
bcb	1933	7.3%
b2	1931	7.3%
a	1930	7.3%
d	1922	7.3%
b	1882	7.1%
ab	1868	7.1%
abc	1867	7.1%
a2	1855	7.0%
Other values (4)	7368	27.9%

Most occurring characters

Value	Count	Frequency (%)
B	24466	44.7%
A	17041	31.1%
C	5650	10.3%
2	3786	6.9%
D	3765	6.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	50922	93.1%
Decimal Number	3786	6.9%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
B	24466	48.0%
A	17041	33.5%
C	5650	11.1%
D	3765	7.4%

Decimal Number

Value	Count	Frequency (%)
2	3786	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	50922	93.1%
Common	3786	6.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
B	24466	48.0%
A	17041	33.5%
C	5650	11.1%
D	3765	7.4%

Common

Value	Count	Frequency (%)
2	3786	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	54708	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
B	24466	44.7%
A	17041	31.1%
C	5650	10.3%
2	3786	6.9%
D	3765	6.9%

cloud_level
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	276
Missing (%)	1.0%
Memory size	1.7 MiB

Low	13921
Medium	13704
Extremely Low	299

Length

Max length	13
Median length	6
Mean length	4.5793583
Min length	3

Characters and Unicode

Total characters	127874
Distinct characters	16
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Medium
2nd row	Medium
3rd row	Medium
4th row	Medium
5th row	Low

Common Values

Value	Count	Frequency (%)
Low	13921	49.4%
Medium	13704	48.6%
Extremely Low	299	1.1%
(Missing)	276	1.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
low	14220	50.4%
medium	13704	48.6%
extremely	299	1.1%

Most occurring characters

Value	Count	Frequency (%)
e	14302	11.2%
L	14220	11.1%
o	14220	11.1%
w	14220	11.1%
m	14003	11.0%
M	13704	10.7%
d	13704	10.7%
i	13704	10.7%
u	13704	10.7%
E	299	0.2%
Other values (6)	1794	1.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	99352	77.7%
Uppercase Letter	28223	22.1%
Space Separator	299	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	14302	14.4%
o	14220	14.3%
w	14220	14.3%
m	14003	14.1%
d	13704	13.8%
i	13704	13.8%
u	13704	13.8%
x	299	0.3%
t	299	0.3%
r	299	0.3%
Other values (2)	598	0.6%

Uppercase Letter

Value	Count	Frequency (%)
L	14220	50.4%
M	13704	48.6%
E	299	1.1%

Space Separator

Value	Count	Frequency (%)
	299	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	127575	99.8%
Common	299	0.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	14302	11.2%
L	14220	11.1%
o	14220	11.1%
w	14220	11.1%
m	14003	11.0%
M	13704	10.7%
d	13704	10.7%
i	13704	10.7%
u	13704	10.7%
E	299	0.2%
Other values (5)	1495	1.2%

Common

Value	Count	Frequency (%)
	299	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	127874	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	14302	11.2%
L	14220	11.1%
o	14220	11.1%
w	14220	11.1%
m	14003	11.0%
M	13704	10.7%
d	13704	10.7%
i	13704	10.7%
u	13704	10.7%
E	299	0.2%
Other values (6)	1794	1.4%

blade_length(m)
Real number (ℝ)

MISSING

Distinct	22833
Distinct (%)	98.8%
Missing	5093
Missing (%)	18.1%
Infinite	0
Infinite (%)	0.0%
Mean	2.2540343

Minimum	-99
Maximum	18.2098
Zeros	0
Zeros (%)	0.0%
Negative	1441
Negative (%)	5.1%
Memory size	220.4 KiB

Quantile statistics

Minimum	-99
5-th percentile	-0.58806721
Q1	2.5448587
median	3.4533332
Q3	4.3578624
95-th percentile	6.9377458
Maximum	18.2098
Range	117.2098
Interquartile range (IQR)	1.8130038

Descriptive statistics

Standard deviation	11.275602
Coefficient of variation (CV)	5.0024093
Kurtosis	74.420477
Mean	2.2540343
Median Absolute Deviation (MAD)	0.90638174
Skewness	-8.6083575
Sum	52083.97
Variance	127.1392
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-99	275	1.0%
2.217541643	1	< 0.1%
7.959351043	1	< 0.1%
2.643124626	1	< 0.1%
4.51922494	1	< 0.1%
4.808427809	1	< 0.1%
3.735344071	1	< 0.1%
4.408425717	1	< 0.1%
2.788587462	1	< 0.1%
0.01820307361	1	< 0.1%
Other values (22823)	22823	80.9%
(Missing)	5093	18.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-99	275	1.0%
-8.253477801	1	< 0.1%
-7.624633073	1	< 0.1%
-7.538948621	1	< 0.1%
-7.536253236	1	< 0.1%
-7.219581046	1	< 0.1%
-7.192045258	1	< 0.1%
-7.100171412	1	< 0.1%
-7.091609311	1	< 0.1%
-6.944512936	1	< 0.1%

Value	Count	Frequency (%)
18.20980014	1	< 0.1%
16.39279475	1	< 0.1%
15.8886668	1	< 0.1%
15.69148925	1	< 0.1%
15.21518982	1	< 0.1%
14.91905358	1	< 0.1%
13.91299359	1	< 0.1%
13.90801917	1	< 0.1%
13.88855651	1	< 0.1%
13.83555132	1	< 0.1%

blade_breadth(m)
Real number (ℝ)

UNIQUE

Distinct	28200
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.39724872

Minimum	0.200111
Maximum	0.49997527
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	220.4 KiB

Quantile statistics

Minimum	0.200111
5-th percentile	0.30576147
Q1	0.34744506
median	0.39859103
Q3	0.4493545
95-th percentile	0.48980627
Maximum	0.49997527
Range	0.29986427
Interquartile range (IQR)	0.10190944

Descriptive statistics

Standard deviation	0.061158329
Coefficient of variation (CV)	0.15395476
Kurtosis	-0.74096604
Mean	0.39724872
Median Absolute Deviation (MAD)	0.050993012
Skewness	-0.19340132
Sum	11202.414
Variance	0.0037403412
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3140648354	1	< 0.1%
0.4208998661	1	< 0.1%
0.3710168093	1	< 0.1%
0.3343039712	1	< 0.1%
0.4143697904	1	< 0.1%
0.3394814137	1	< 0.1%
0.3824872436	1	< 0.1%
0.3719248239	1	< 0.1%
0.4968536746	1	< 0.1%
0.3115411452	1	< 0.1%
Other values (28190)	28190	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2001109965	1	< 0.1%
0.2006787452	1	< 0.1%
0.2008081334	1	< 0.1%
0.2016219972	1	< 0.1%
0.2016267628	1	< 0.1%
0.2016990017	1	< 0.1%
0.2018582054	1	< 0.1%
0.2024768285	1	< 0.1%
0.2025600919	1	< 0.1%
0.2027508279	1	< 0.1%

Value	Count	Frequency (%)
0.4999752685	1	< 0.1%
0.4999563119	1	< 0.1%
0.4999553959	1	< 0.1%
0.4999552337	1	< 0.1%
0.4999437506	1	< 0.1%
0.4999414096	1	< 0.1%
0.4999286256	1	< 0.1%
0.4999093262	1	< 0.1%
0.4999089142	1	< 0.1%
0.499892128	1	< 0.1%

windmill_height(m)
Real number (ℝ)

MISSING

Distinct	27657
Distinct (%)	100.0%
Missing	543
Missing (%)	1.9%
Infinite	0
Infinite (%)	0.0%
Mean	25.887052

Minimum	-30.295253
Maximum	78.351335
Zeros	0
Zeros (%)	0.0%
Negative	149
Negative (%)	0.5%
Memory size	220.4 KiB

Quantile statistics

Minimum	-30.295253
5-th percentile	11.582362
Q1	24.447658
median	25.957739
Q3	27.477854
95-th percentile	40.357383
Maximum	78.351335
Range	108.64659
Interquartile range (IQR)	3.0301965

Descriptive statistics

Standard deviation	7.773609
Coefficient of variation (CV)	0.30028946
Kurtosis	4.514327
Mean	25.887052
Median Absolute Deviation (MAD)	1.5145424
Skewness	-0.11328013
Sum	715958.2
Variance	60.428997
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.28168894	1	< 0.1%
20.53081879	1	< 0.1%
43.19790388	1	< 0.1%
27.17600551	1	< 0.1%
30.11345374	1	< 0.1%
24.19968174	1	< 0.1%
27.75915062	1	< 0.1%
27.47492239	1	< 0.1%
27.36590975	1	< 0.1%
43.24089213	1	< 0.1%
Other values (27647)	27647	98.0%
(Missing)	543	1.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-30.29525292	1	< 0.1%
-20.91863575	1	< 0.1%
-19.33419269	1	< 0.1%
-18.4397337	1	< 0.1%
-18.21645645	1	< 0.1%
-17.48041945	1	< 0.1%
-17.10268626	1	< 0.1%
-17.03202204	1	< 0.1%
-16.3026199	1	< 0.1%
-16.21053862	1	< 0.1%

Value	Count	Frequency (%)
78.35133528	1	< 0.1%
71.00520433	1	< 0.1%
69.92471772	1	< 0.1%
69.87290299	1	< 0.1%
68.95570753	1	< 0.1%
67.69536211	1	< 0.1%
67.04473569	1	< 0.1%
66.0622979	1	< 0.1%
65.71912599	1	< 0.1%
65.23024386	1	< 0.1%

windmill_generated_power(kW/h)
Real number (ℝ)

HIGH CORRELATION

Distinct	27988
Distinct (%)	> 99.9%
Missing	207
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	6.1305293

Minimum	0.96230495
Maximum	20.175358
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	220.4 KiB

Quantile statistics

Minimum	0.96230495
5-th percentile	2.4091179
Q1	4.0595054
median	5.7647103
Q3	7.9471946
95-th percentile	10.91448
Maximum	20.175358
Range	19.213053
Interquartile range (IQR)	3.8876891

Descriptive statistics

Standard deviation	2.6975204
Coefficient of variation (CV)	0.44001427
Kurtosis	0.43704314
Mean	6.1305293
Median Absolute Deviation (MAD)	1.9139208
Skewness	0.6889353
Sum	171611.91
Variance	7.2766161
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.3616999	2	< 0.1%
7.6718	2	< 0.1%
4.5167	2	< 0.1%
3.088373537	2	< 0.1%
2.8142	2	< 0.1%
7.24868954	1	< 0.1%
9.878389175	1	< 0.1%
12.70199955	1	< 0.1%
2.982464895	1	< 0.1%
7.931238556	1	< 0.1%
Other values (27978)	27978	99.2%
(Missing)	207	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.9623049455	1	< 0.1%
0.9802399545	1	< 0.1%
1.000244378	1	< 0.1%
1.00773494	1	< 0.1%
1.028254936	1	< 0.1%
1.030446603	1	< 0.1%
1.045973629	1	< 0.1%
1.050784135	1	< 0.1%
1.063274913	1	< 0.1%
1.066878877	1	< 0.1%

Value	Count	Frequency (%)
20.17535792	1	< 0.1%
20.12793935	1	< 0.1%
19.9989395	1	< 0.1%
19.94138874	1	< 0.1%
19.31291405	1	< 0.1%
19.0634092	1	< 0.1%
18.98303925	1	< 0.1%
18.69422425	1	< 0.1%
18.6151785	1	< 0.1%
18.0758194	1	< 0.1%

Auto

Heatmap
Table

	area_temperature(°C)	atmospheric_pressure(Pascal)	atmospheric_temperature(°C)	blade_breadth(m)	blade_length(m)	blades_angle(°)	cloud_level	engine_temperature(°C)	gearbox_temperature(°C)	generator_temperature(°C)	motor_torque(N-m)	resistance(ohm)	rotor_torque(N-m)	shaft_temperature(°C)	turbine_status	wind_direction(°)	wind_speed(m/s)	windmill_body_temperature(°C)	windmill_generated_power(kW/h)	windmill_height(m)
area_temperature(°C)	1.000	-0.049	0.323	0.018	0.015	0.045	0.024	0.412	0.255	0.590	0.532	0.412	0.370	0.366	0.000	0.185	0.439	0.377	0.392	-0.001
atmospheric_pressure(Pascal)	-0.049	1.000	-0.249	0.020	-0.001	-0.072	0.006	0.076	0.066	-0.240	-0.252	-0.199	-0.181	0.030	0.000	0.063	-0.263	-0.092	0.232	0.017
atmospheric_temperature(°C)	0.323	-0.249	1.000	0.002	0.004	0.073	0.018	0.135	0.051	0.465	0.449	0.355	0.316	0.107	0.000	0.026	0.389	0.232	0.005	0.000
blade_breadth(m)	0.018	0.020	0.002	1.000	0.039	-0.039	0.472	0.030	0.030	0.025	0.030	0.019	0.026	0.010	0.004	0.020	0.009	-0.002	0.062	0.033
blade_length(m)	0.015	-0.001	0.004	0.039	1.000	-0.029	0.003	0.021	0.020	0.025	0.029	0.029	0.014	0.008	0.000	0.008	0.017	0.001	0.045	0.013
blades_angle(°)	0.045	-0.072	0.073	-0.039	-0.029	1.000	0.243	-0.080	-0.100	-0.028	-0.052	-0.047	-0.034	-0.053	0.000	0.051	0.058	0.088	-0.208	-0.006
cloud_level	0.024	0.006	0.018	0.472	0.003	0.243	1.000	0.021	0.019	0.015	0.018	0.014	0.022	0.001	0.012	0.008	-0.005	-0.015	0.052	0.022
engine_temperature(°C)	0.412	0.076	0.135	0.030	0.021	-0.080	0.021	1.000	0.305	0.473	0.453	0.365	0.313	0.298	0.000	0.212	0.193	0.148	0.560	0.012
gearbox_temperature(°C)	0.255	0.066	0.051	0.030	0.020	-0.100	0.019	0.305	1.000	0.280	0.273	0.216	0.193	0.193	0.000	0.118	0.101	0.084	0.382	0.014
generator_temperature(°C)	0.590	-0.240	0.465	0.025	0.025	-0.028	0.015	0.473	0.280	1.000	0.970	0.774	0.683	0.304	0.011	0.200	0.563	0.278	0.535	0.002
motor_torque(N-m)	0.532	-0.252	0.449	0.030	0.029	-0.052	0.018	0.453	0.273	0.970	1.000	0.785	0.697	0.285	0.009	0.185	0.542	0.247	0.554	0.004
resistance(ohm)	0.412	-0.199	0.355	0.019	0.029	-0.047	0.014	0.365	0.216	0.774	0.785	1.000	0.551	0.214	0.004	0.152	0.429	0.195	0.448	0.002
rotor_torque(N-m)	0.370	-0.181	0.316	0.026	0.014	-0.034	0.022	0.313	0.193	0.683	0.697	0.551	1.000	0.204	0.012	0.125	0.381	0.174	0.388	0.016
shaft_temperature(°C)	0.366	0.030	0.107	0.010	0.008	-0.053	0.001	0.298	0.193	0.304	0.285	0.214	0.204	1.000	0.000	0.106	0.165	0.140	0.320	0.001
turbine_status	0.000	0.000	0.000	0.004	0.000	0.000	0.012	0.000	0.000	0.011	0.009	0.004	0.012	0.000	1.000	-0.004	0.009	-0.005	-0.013	0.014
wind_direction(°)	0.185	0.063	0.026	0.020	0.008	0.051	0.008	0.212	0.118	0.200	0.185	0.152	0.125	0.106	-0.004	1.000	0.037	0.018	0.273	0.013
wind_speed(m/s)	0.439	-0.263	0.389	0.009	0.017	0.058	-0.005	0.193	0.101	0.563	0.542	0.429	0.381	0.165	0.009	0.037	1.000	0.328	0.119	-0.012
windmill_body_temperature(°C)	0.377	-0.092	0.232	-0.002	0.001	0.088	-0.015	0.148	0.084	0.278	0.247	0.195	0.174	0.140	-0.005	0.018	0.328	1.000	0.071	-0.006
windmill_generated_power(kW/h)	0.392	0.232	0.005	0.062	0.045	-0.208	0.052	0.560	0.382	0.535	0.554	0.448	0.388	0.320	-0.013	0.273	0.119	0.071	1.000	0.017
windmill_height(m)	-0.001	0.017	0.000	0.033	0.013	-0.006	0.022	0.012	0.014	0.002	0.004	0.002	0.016	0.001	0.014	0.013	-0.012	-0.006	0.017	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	wind_speed(m/s)	atmospheric_temperature(°C)	shaft_temperature(°C)	blades_angle(°)	gearbox_temperature(°C)	engine_temperature(°C)	motor_torque(N-m)	generator_temperature(°C)	atmospheric_pressure(Pascal)	area_temperature(°C)	windmill_body_temperature(°C)	wind_direction(°)	resistance(ohm)	rotor_torque(N-m)	turbine_status	cloud_level	blade_length(m)	blade_breadth(m)	windmill_height(m)	windmill_generated_power(kW/h)
0	94.820023	-99.000000	41.723019	-0.903423	82.410573	42.523015	2563.124522	76.665560	103402.961872	26.897875	NaN	239.836388	2730.310605	42.084666	BA	Medium	2.217542	0.314065	24.281689	6.766521
1	241.832734	27.764785	-99.000000	-99.000000	44.104919	46.258870	2372.384119	78.129803	17030.904078	39.801469	NaN	337.944723	1780.207200	107.888643	A2	Medium	4.210346	0.448494	27.262139	5.966275
2	95.484724	NaN	41.855473	12.652763	42.322098	42.878552	1657.169646	67.654469	16125.927107	36.116065	45.033197	227.850294	1666.049900	-42.931459	ABC	Medium	2.719475	0.302321	27.366127	2.874342
3	238.819424	-99.000000	45.443914	15.115323	44.759643	47.282101	2888.134079	95.389974	18689.732336	46.020045	44.827154	492.081520	1964.502895	42.744596	ABC	NaN	4.857385	0.367140	24.287767	14.851089
4	10.722890	NaN	41.981183	1.715696	-17.616459	43.469852	781.695419	37.423065	114468.169007	34.572941	-99.000000	259.274601	1177.516152	13.387289	AAA	Medium	NaN	0.453374	27.971650	3.519074
5	93.769973	30.326226	17.970619	-99.000000	43.816430	40.815795	2119.351653	72.345126	NaN	35.315292	101.378184	NaN	1715.244121	97.746463	ABC	Low	2.504098	0.395642	24.673292	4.945780
6	16.026249	-99.000000	44.072819	-0.196845	41.680583	43.384904	778.109985	40.284018	121813.383158	33.849389	43.008746	528.003985	1222.931270	11.805113	BD	Low	2.917922	0.447341	33.593511	5.089173
7	48.737826	12.716815	43.217778	-99.000000	-48.405089	44.125843	980.988531	43.691867	120923.024893	30.553159	-99.000000	NaN	1177.637341	18.384873	BA	Low	2.938810	0.354881	29.944821	8.536889
8	47.081729	-99.000000	-33.607048	-99.000000	43.055427	45.253628	957.580151	41.609787	119628.964709	26.168073	43.216062	281.368625	-99.000000	19.486763	ABC	Low	1.651438	0.301550	46.733509	8.739166
9	283.789329	18.887932	41.691469	52.337026	-62.724362	41.881256	1042.086135	65.280225	16160.281605	29.381862	-99.000000	352.268521	1662.076277	20.100683	AC	Extremely Low	1.060817	0.201699	24.324068	1.948810

	wind_speed(m/s)	atmospheric_temperature(°C)	shaft_temperature(°C)	blades_angle(°)	gearbox_temperature(°C)	engine_temperature(°C)	motor_torque(N-m)	generator_temperature(°C)	atmospheric_pressure(Pascal)	area_temperature(°C)	windmill_body_temperature(°C)	wind_direction(°)	resistance(ohm)	rotor_torque(N-m)	turbine_status	cloud_level	blade_length(m)	blade_breadth(m)	windmill_height(m)	windmill_generated_power(kW/h)
28190	-139.750162	3.900051	19.267247	-1.243415	13.638840	15.799740	796.846874	39.072592	118873.558239	24.426160	NaN	NaN	1265.293432	14.161226	AAA	Low	4.360237	0.481437	17.541074	6.195231
28191	96.297920	-99.000000	48.097278	7.676189	46.837994	45.215064	2800.776385	97.852283	19156.693049	41.470538	-99.000000	513.108780	893.851713	47.959070	B2	Medium	NaN	0.315151	2.349532	10.390029
28192	20.177101	7.007639	43.902664	-99.000000	43.221307	45.315933	845.397561	40.166194	120708.874550	31.261068	78.755524	273.857027	1272.382452	15.568416	BB	Low	2.265901	0.477447	25.367325	6.448082
28193	95.033031	28.054138	45.408044	-1.149761	45.567345	43.223720	2389.299286	75.381269	17735.588073	33.782822	44.536334	247.451039	1776.523603	-99.000000	AB	Medium	2.418164	0.400195	33.462719	6.683816
28194	13.096694	9.936019	42.093047	72.513494	39.913540	43.276769	757.161483	38.284383	116089.702631	37.785179	2.414511	144.581705	1196.737478	13.377223	BD	Medium	NaN	0.351707	24.289008	4.186744
28195	94.765699	23.576793	45.399352	5.377222	-1.085171	48.528248	2791.600990	90.898875	19428.725079	45.429230	44.242269	536.153413	1980.861921	45.909054	BB	Medium	2.774335	0.418299	24.590801	9.587934
28196	94.196738	24.034329	42.068979	-99.000000	44.285153	43.487939	2207.882276	72.244645	16596.485400	25.142681	43.616412	354.239825	1712.840457	36.974913	BB	Low	-3.250989	0.461531	26.051604	4.522195
28197	94.160463	28.674296	45.004213	9.550358	49.377706	44.042632	2801.657374	94.814637	19083.881449	45.129442	43.576510	534.209913	1951.728713	88.319152	D	Medium	NaN	0.380264	28.533850	11.096599
28198	95.430377	26.560254	48.032624	3.051389	81.443896	44.821365	2760.647280	90.144418	18360.785707	45.603927	44.973415	568.504898	1968.917692	47.562627	BCB	Low	3.001855	0.346447	47.747269	9.373239
28199	43.558352	18.721231	9.220208	2.593639	40.262279	40.901975	2015.977410	69.043447	-256507.547672	22.413407	44.100782	320.498070	1666.526546	-8.932053	BBB	Low	NaN	0.388855	24.125408	2.860342

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample